مدققو تكنولوجيا المعلومات
💻الحاسوب والرياضياتالتعرّض للذكاء الاصطناعي
- مصدر البيانات: BLSتاريخ النشر: 2026-08
مرتفع جدًا· نسبي
منخفضأربع فئات نسبيةمرتفع جدًاقيمة على مستوى المجموعة المهنية
المقياس والأساس والمصدر
أربع فئات نسبية (منخفض / متوسط / مرتفع / مرتفع جدًا)
831 مهنة تفصيلية في جدول توقعات التوظيف لدى BLS. وتُسند القيمة على مستوى رمز مصفوفة التوظيف الوطنية (NEM)، فالمهن التي تشترك في الرمز نفسه تأخذ النطاق نفسه
- مصدر البيانات: Anthropicتاريخ النشر: 2026-03
0.311
0.000نطاق القيم المعروضة هنا0.745المقياس والأساس والمصدر
- مصدر البيانات: ILOتاريخ النشر: 2025
0.49
0.09نطاق القيم المعروضة هنا0.70قيمة على مستوى المجموعة المهنية
المقياس والأساس والمصدر
مؤشر التعرّض للذكاء الاصطناعي التوليدي، 0–1 كما نُشر
وحدة التصنيف ISCO-08 — تأخذ كل المهن ذات الرمز نفسه هذه القيمة
محسوب من قِبل هذا الموقع وليس منشورًا من منظمة العمل الدولية: من بين 1,012 مهنة يربطها هذا الموقع بمجموعة بيانات المنظمة، تبلغ نسبة التي تساوي هذه القيمة أو تتجاوزها 21%.
ما نوع القيمة التي ينشرها هذا المصدر
فئة BLS رتبة نسبية لا مستوى مطلق، وليست قياسًا مباشرًا: فهي تجمع الرتب المئينية للمهنة في عدة دراسات منشورة في أربع فئات. وهي ليست توقّعًا للتوظيف أو الأجور، ولا احتمالًا للتبني، ولا تفرّق بين الأتمتة والتعزيز.
Task-level exposure
عرض 158 مهمة مخفية| Task | Claude.aiRaw / share % |
|---|---|
Determine sources of web page or server problems, and take action to correct such problems.Details15-1199 | 0.857711.1 |
Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.Details15-1199 | 0.64608.4 |
Provide feedback and recommendations to developers on software usability and functionality.Details15-1199 | 0.57887.5 |
Provide technical guidance or support for the development or troubleshooting of systems.Details15-1199 | 0.32544.2 |
Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.Details15-1199 | 0.31024.0 |
Determine supplementary virtual features, such as currency, item catalog, menu design, and audio direction.Details15-1199 | 0.29073.8 |
Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements.Details15-1199 | 0.28093.6 |
Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks.Details15-1199 | 0.27743.6 |
Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders.Details15-1199 | 0.22562.9 |
Design databases to support business applications, ensuring system scalability, security, performance and reliability.Details15-1199 | 0.21582.8 |
Consult with multiple stakeholders to define requirements and implement online features.Details15-1199 | 0.19972.6 |
Develop application-specific software.Details15-1199 | 0.16872.2 |
Respond to program error messages by finding and correcting problems or terminating the program.Details43-9011 | 0.14811.9 |
Help programmers and systems analysts test and debug new programs.Details43-9011 | 0.13931.8 |
Record information such as computer operating time, problems that occurred, and actions taken.Details43-9011 | 0.13761.8 |
Develop transactional Web applications, using Web programming software and knowledge of programming languages, such as hypertext markup language (HTML) and extensible markup language (XML).Details15-1199 | 0.13691.8 |
Create, analyze, report, convert, or transfer data, using specialized applications program software.Details15-1199 | 0.13111.7 |
Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions.Details15-1199 | 0.12461.6 |
Search electronic sources, such as databases or repositories, or manual sources for information.Details15-1199 | 0.10601.4 |
Develop or implement procedures for ongoing web site revision.Details15-1199 | 0.10371.3 |
Configure servers to meet functional specifications.Details15-1199 | 0.10101.3 |
Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow.Details15-1199 | 0.08631.1 |
Create visual representations of geospatial data using complex procedures, such as analytical modeling, three-dimensional renderings, or plot creation.Details15-1199 | 0.08251.1 |
Design database applications, such as interfaces, data transfer mechanisms, global temporary tables, data partitions, and function-based indexes to enable efficient access of the generic database structure.Details15-1199 | 0.08131.1 |
Document software defects, using a bug tracking system, and report defects to software developers.Details15-1199 | 0.07901.0 |
Analyze, interpret, or disseminate system performance data.Details15-1199 | 0.06630.9 |
Test system modifications to prepare for implementation.Details15-1199 | 0.06510.8 |
Create business intelligence tools or systems, including design of related databases, spreadsheets, or outputs.Details15-1199 | 0.06400.8 |
Demonstrate database technical functionality, such as performance, security and reliability.Details15-1199 | 0.05850.8 |
Develop and document database architectures.Details15-1199 | 0.05660.7 |
Perform system analysis, data analysis or programming, using a variety of computer languages and procedures.Details15-1199 | 0.05630.7 |
Evaluate or recommend server hardware or software.Details15-1199 | 0.05520.7 |
Identify, standardize, and communicate levels of access and security.Details15-1199 | 0.05220.7 |
Review or update web page content or links in a timely manner, using appropriate tools.Details15-1199 | 0.04840.6 |
Identify, evaluate and recommend hardware or software technologies to achieve desired database performance.Details15-1199 | 0.04840.6 |
Develop data models for applications, metadata tables, views or related database structures.Details15-1199 | 0.04600.6 |
Document and communicate database schemas, using accepted notations.Details15-1199 | 0.04330.6 |
Perform geospatial data building, modeling, or analysis, using advanced spatial analysis, data manipulation, or cartography software.Details15-1199 | 0.04220.5 |
Collaborate with engineers or software developers to select appropriate design solutions or ensure the compatibility of system components.Details15-1199 | 0.04120.5 |
Develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements.Details15-1199 | 0.04040.5 |
Notify supervisor or computer maintenance technicians of equipment malfunctions.Details43-9011 | 0.03780.5 |
Develop or document style guidelines for web site content.Details15-1199 | 0.03730.5 |
Optimize digital assets, such as text, graphics, or multimedia assets, for search engine optimization (SEO) or for display and usability on internet-connected devices.Details15-1199 | 0.03370.4 |
Design or develop automated testing tools.Details15-1199 | 0.03360.4 |
Synthesize current business intelligence or trend data to support recommendations for action.Details15-1199 | 0.03230.4 |
Provide guidelines for implementing secure systems to customers or installation teams.Details15-1199 | 0.02780.4 |
Evaluate or recommend software for testing or bug tracking.Details15-1199 | 0.02620.3 |
Implement web site security measures, such as firewalls or message encryption.Details15-1199 | 0.02570.3 |
Document technical functions and specifications for new or proposed content management systems.Details15-1199 | 0.02560.3 |
Develop system engineering, software engineering, system integration, or distributed system architectures.Details15-1199 | 0.02520.3 |
Perform security analyses of developed or packaged software components.Details15-1199 | 0.02510.3 |
Verify stability, interoperability, portability, security, or scalability of system architecture.Details15-1199 | 0.02430.3 |
Operate spreadsheet programs and other types of software to load and manipulate data and to produce reports.Details43-9011 | 0.02360.3 |
Collaborate with artists to achieve appropriate visual style.Details15-1199 | 0.02290.3 |
Identify methods for interfacing Web application technologies with enterprise resource planning or other system software.Details15-1199 | 0.02190.3 |
Create content strategies for digital media.Details15-1199 | 0.02150.3 |
Implement business rules via stored procedures, middleware, or other technologies.Details15-1199 | 0.02080.3 |
Collaborate with web, multimedia, or art design staffs to create multimedia Web sites or other internet content that conforms to brand and company visual format.Details15-1199 | 0.02080.3 |
Prepare project status reports by collecting, analyzing, and summarizing information and trends.Details15-1199 | 0.01930.3 |
Retrieve, separate and sort program output as needed, and send data to specified users.Details43-9011 | 0.01870.2 |
Disseminate information regarding tools, reports, or metadata enhancements.Details15-1199 | 0.01820.2 |
Coordinate with developers to optimize Web site architecture, server configuration, or page construction for search engine consumption and optimal visibility.Details15-1199 | 0.01770.2 |
Analyze competitive market strategies through analysis of related product, market, or share trends.Details15-1199 | 0.01730.2 |
Map data between source systems, data warehouses, and data marts.Details15-1199 | 0.01720.2 |
Design and implement warehouse database structures.Details15-1199 | 0.01620.2 |
Prepare functional or technical documentation for data warehouses.Details15-1199 | 0.01590.2 |
Assist in the assessment, acquisition, or deployment of new electronic document management systems.Details15-1199 | 0.01490.2 |
Design, implement, or operate comprehensive data warehouse systems to balance optimization of data access with batch loading and resource utilization factors, according to customer requirements.Details15-1199 | 0.01430.2 |
Provide or coordinate troubleshooting support for data warehouses.Details15-1199 | 0.01420.2 |
Select cartographic elements needed for effective presentation of information.Details15-1199 | 0.01350.2 |
Develop or update project plans for information technology projects including information such as project objectives, technologies, systems, information specifications, schedules, funding, and staffing.Details15-1199 | 0.01340.2 |
Develop and implement data extraction procedures from other systems, such as administration, billing, or claims.Details15-1199 | 0.01250.2 |
Monitor systems for intrusions or denial of service attacks, and report security breaches to appropriate personnel.Details15-1199 | 0.01200.2 |
Develop or configure document management system features, such as user interfaces, access profiles, and document workflow procedures.Details15-1199 | 0.01170.2 |
Develop data warehouse process models, including sourcing, loading, transformation, and extraction.Details15-1199 | 0.01120.1 |
Identify system data, hardware, or software components required to meet user needs.Details15-1199 | 0.01090.1 |
Identify and analyze industry or geographic trends with business strategy implications.Details15-1199 | 0.01080.1 |
Provide technical expertise in Geographic Information Systems (GIS) technology to clients or users.Details15-1199 | 0.01070.1 |
Maintain library of model documents, templates, or other reusable knowledge assets.Details15-1199 | 0.01040.1 |
Recommend procedures or equipment or software upgrades to increase data accessibility or ease of use.Details15-1199 | 0.00960.1 |
Provide technical support for computer-based Geographic Information Systems (GIS) mapping software.Details15-1199 | 0.00920.1 |
Evaluate existing systems to determine effectiveness and suggest changes to meet organizational requirements.Details15-1199 | 0.00910.1 |
Collect business intelligence data from available industry reports, public information, field reports, or purchased sources.Details15-1199 | 0.00890.1 |
Administer document and system access rights and revision control to ensure security of system and integrity of master documents.Details15-1199 | 0.00890.1 |
Document specifications for business intelligence or information technology (IT) reports, dashboards, or other outputs.Details15-1199 | 0.00860.1 |
Provide advice on project costs, design concepts, or design changes.Details15-1199 | 0.00850.1 |
Perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software.Details15-1199 | 0.00850.1 |
Provide technical support to users or clients regarding the maintenance, development, or operation of Geographic Information Systems (GIS) databases, equipment, or applications.Details15-1199 | 0.00820.1 |
Coordinate sales or other promotional strategies with merchandising, operations, or inventory control staff to ensure product catalogs are current, accurate, and organized for best findability against user intent.Details15-1199 | 0.00820.1 |
Optimize shopping cart experience or Web site conversion rates against Key Performance Indicators (KPIs).Details15-1199 | 0.00800.1 |
Conduct financial modeling for online marketing programs or Web site revenue forecasting.Details15-1199 | 0.00780.1 |
Create or maintain databases of known test defects.Details15-1199 | 0.00750.1 |
Create and enforce database development standards.Details15-1199 | 0.00730.1 |
Document design specifications, installation instructions, and other system-related information.Details15-1199 | 0.00720.1 |
Provide technical support for existing reports, dashboards, or other tools.Details15-1199 | 0.00700.1 |
Develop or maintain archived procedures, procedural codes, or queries for applications.Details15-1199 | 0.00690.1 |
Perform computer programming, data analysis, or software development for Geographic Information Systems (GIS) applications, including the maintenance of existing systems or research and development for future enhancements.Details15-1199 | 0.00680.1 |
Create and manage documentation, production schedules, prototyping goals, and communication plans in collaboration with production staff.Details15-1199 | 0.00640.1 |
Develop or maintain standards, such as organization, structure, or nomenclature, for the design of data warehouse elements, such as data architectures, models, tools, and databases.Details15-1199 | 0.00620.1 |
Communicate with customers, competitors, suppliers, professional organizations, or others to stay abreast of industry or business trends.Details15-1199 | 0.00580.1 |
Prepare support documentation and training materials for end users of document management systems.Details15-1199 | 0.00550.1 |
Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications.Details15-1199 | 0.00540.1 |
Monitor bug resolution efforts and track successes.Details15-1199 | 0.00530.1 |
Update automated test scripts to ensure currency.Details15-1199 | 0.00510.1 |
Combine secondary data sources with keyword research to more accurately profile and satisfy user intent.Details15-1199 | 0.00490.1 |
Optimize Web site exposure by analyzing search engine patterns to direct online placement of keywords or other content.Details15-1199 | 0.00480.1 |
Analyze Geographic Information Systems (GIS) data to identify spatial relationships or display results of analyses, using maps, graphs, or tabular data.Details15-1199 | 0.00460.1 |
Write, review, or execute plans for testing new or established document management systems.Details15-1199 | 0.00460.1 |
Develop and maintain design level documentation, including mechanics, guidelines, and mission outlines.Details15-1199 | 0.00430.1 |
Assess current or future customer needs and priorities through communicating directly with customers, conducting surveys, or other methods.Details15-1199 | 0.00420.1 |
Track, compile, and analyze web site usage data.Details15-1199 | 0.00410.1 |
Identify appropriate Key Performance Indicators (KPIs) and report key metrics from digital campaigns.Details15-1199 | 0.00410.1 |
Create or implement metadata processes and frameworks.Details15-1199 | 0.00400.1 |
Develop implementation plans that include analyses such as cost-benefit or return on investment (ROI).Details15-1199 | 0.00400.1 |
Purchase or negotiate placement of listings in local search engines, directories, or digital mapping technologies.Details15-1199 | 0.00400.1 |
Conduct online marketing initiatives, such as paid ad placement, affiliate programs, sponsorship programs, email promotions, or viral marketing campaigns on social media Web sites.Details15-1199 | 0.00380.0 |
Implement electronic document processing, retrieval, and distribution systems in collaboration with other information technology specialists.Details15-1199 | 0.00360.0 |
Improve search-related activities through ongoing analysis, experimentation, or optimization tests, using A/B or multivariate methods.Details15-1199 | 0.00360.0 |
Design, program, or model Geographic Information Systems (GIS) applications or procedures.Details15-1199 | 0.00340.0 |
Collect and analyze Web metrics, such as visits, time on site, page views per visit, transaction volume and revenue, traffic mix, click-through rates, conversion rates, cost per acquisition, or cost per click.Details15-1199 | 0.00320.0 |
Collaborate with field staff or customers to evaluate or diagnose problems and recommend possible solutions.Details15-1199 | 0.00300.0 |
Maintain or modify existing Geographic Information Systems (GIS) databases.Details15-1199 | 0.00300.0 |
Communicate project information through presentations, technical reports or white papers.Details15-1199 | 0.00290.0 |
Install or configure web server software or hardware to ensure that directory structure is well-defined, logical, secure, and that files are named properly.Details15-1199 | 0.00280.0 |
Conduct market research analysis to identify search query trends, real-time search and news media activity, popular social media topics, electronic commerce trends, market opportunities, or competitor performance.Details15-1199 | 0.00280.0 |
Set up database clusters, backup, or recovery processes.Details15-1199 | 0.00260.0 |
Test software systems or applications for software enhancements or new products.Details15-1199 | 0.00260.0 |
Verify the structure, accuracy, or quality of warehouse data.Details15-1199 | 0.00260.0 |
Participate in the development or implementation of online marketing strategy.Details15-1199 | 0.00250.0 |
Prepare and record changes to official documents and confirm changes with legal and compliance management staff, including enterprise-wide records management staff.Details15-1199 | 0.00250.0 |
Analyze technology trends to identify markets for future product development or to improve sales of existing products.Details15-1199 | 0.00240.0 |
Assist in setting up or optimizing analytics tools for tracking visitors' behaviors.Details15-1199 | 0.00240.0 |
Execute or manage social media campaigns to inform search marketing tactics.Details15-1199 | 0.00230.0 |
Schedule and facilitate meetings related to information technology projects.Details15-1199 | 0.00220.0 |
Design or prepare graphic representations of Geographic Information Systems (GIS) data, using GIS hardware or software applications.Details15-1199 | 0.00210.0 |
Identify, review, or select vendors or consultants to meet project needs.Details15-1199 | 0.00210.0 |
Develop and implement marketing plans for home pages, including print advertising or advertisement rotation.Details15-1199 | 0.00200.0 |
Confer with project personnel to identify and resolve problems.Details15-1199 | 0.00200.0 |
Identify and classify documents or other electronic content according to characteristics such as security level, function, and metadata.Details15-1199 | 0.00180.0 |
Develop or approve project plans, schedules, or budgets.Details15-1199 | 0.00170.0 |
Check and analyze operating system or application logfiles regularly to verify proper system performance.Details15-1199 | 0.00170.0 |
Provide technical support to junior staff or clients.Details15-1199 | 0.00170.0 |
Recommend web site improvements, and develop budgets to support recommendations.Details15-1199 | 0.00160.0 |
Inform web site users of problems, problem resolutions or application changes and updates.Details15-1199 | 0.00160.0 |
Plan and install upgrades of database management system software to enhance database performance.Details15-1199 | 0.00160.0 |
Define and analyze objectives, scope, issues, or organizational impact of information systems.Details15-1199 | 0.00150.0 |
Monitor or track project milestones and deliverables.Details15-1199 | 0.00150.0 |
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task | βE1 + 0.5 × E2 |
|---|---|
Submit project deliverables, ensuring adherence to quality standards.DetailsO*NET Task ID 16152 | 1.0 |
Initiate, review, or approve modifications to project plans.DetailsO*NET Task ID 16159 | 1.0 |
Develop and manage work breakdown structure (WBS) of information technology projects.DetailsO*NET Task ID 16171 | 1.0 |
Perform risk assessments to develop response strategies.DetailsO*NET Task ID 16151 | 0.5 |
Monitor the performance of project team members, providing and documenting performance feedback.DetailsO*NET Task ID 16153 | 0.5 |
Confer with project personnel to identify and resolve problems.DetailsO*NET Task ID 16154 | 0.5 |
Assess current or future customer needs and priorities by communicating directly with customers, conducting surveys, or other methods.DetailsO*NET Task ID 16155 | 0.5 |
Schedule and facilitate meetings related to information technology projects.DetailsO*NET Task ID 16156 | 0.5 |
Monitor or track project milestones and deliverables.DetailsO*NET Task ID 16157 | 0.5 |
Negotiate with project stakeholders or suppliers to obtain resources or materials.DetailsO*NET Task ID 16158 | 0.5 |
Identify, review, or select vendors or consultants to meet project needs.DetailsO*NET Task ID 16160 | 0.5 |
Establish and execute a project communication plan.DetailsO*NET Task ID 16161 | 0.5 |
Identify need for initial or supplemental project resources.DetailsO*NET Task ID 16162 | 0.5 |
Direct or coordinate activities of project personnel.DetailsO*NET Task ID 16163 | 0.5 |
Develop implementation plans that include analyses such as cost-benefit or return on investment (ROI).DetailsO*NET Task ID 16164 | 0.5 |
Coordinate recruitment or selection of project personnel.DetailsO*NET Task ID 16165 | 0.5 |
Develop and manage annual budgets for information technology projects.DetailsO*NET Task ID 16166 | 0.5 |
Assign duties, responsibilities, and spans of authority to project personnel.DetailsO*NET Task ID 16167 | 0.5 |
Prepare project status reports by collecting, analyzing, and summarizing information and trends.DetailsO*NET Task ID 16168 | 0.5 |
Manage project execution to ensure adherence to budget, schedule, and scope.DetailsO*NET Task ID 16169 | 0.5 |
Develop or update project plans for information technology projects including information such as project objectives, technologies, systems, information specifications, schedules, funding, and staffing.DetailsO*NET Task ID 16170 | 0.5 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page
معلومات مهنية
الوصف المهني لمنظمة العمل الدولية (ILO)
Systems Analysts
محللو النظم
ILOSTAT — ISCO-08 Structure EN AR v1.0 (2021), translated by the Regional Working Group on Labour Indicators in the Arab Region / ILO Dept. of Statistics + ROAS
Systems analysts conduct research, analyse and evaluate client information technology requirements, procedures or problems, and develop and implement proposals, recommendations and plans to improve current or future information systems.
المهام
- (a) consulting with users to formulate and document requirements and with management to ensure agreement on systems principles;
- (b) identifying and analysing business processes, procedures and work practices;
- (c) identifying and evaluating inefficiencies and recommending optimal business practices and system functionality and behaviour;
- (d) taking responsibility for deploying functional solutions, such as creating, adopting and implementing system test plans;
- (e) developing functional specifications for use by systems developers;
- (f) expanding or modifying systems to improve workflow or serve new purposes;
- (g) coordinating and linking the computer systems within an organization to increase compatibility.
أمثلة على المهن
Business analyst (IT) · Computer scientist · Information systems analyst · Systems consultant · Systems designer (IT)
ربط غير مباشر — تم ربط هذه المهنة بمجموعة ISCO الفرعية عبر قاعدة احتياطية.
Sources: ILO ISCO-08 — details: Credits
مفردات ESCO المهنية
- مهندس التكامل / مهندسة التكاملESCO 2511.16
يقوم مهندسو التكامل بتطوير وتنفيذ الحلول التي تنسق التطبيقات عبر المؤسسة أو الوحدات والإدارات التابعة لها. ويقيّمون المكونات أو الأنظمة الحالية لتحديد متطلبات التكامل والتأكد من تلبية الحلول النهائية للاحتياجات التنظيمية. ويعيدون استخدام المكونات كلما أمكن ويساعدون الإدارة في اتخاذ القرارات. كما يقومون بعملية استكشاف أخطاء تكامل نظام تكنولوجيا المعلومات والاتصالات.
- مصمم النظم المدمجة / مصممة النظم المدمجةESCO 2511.4
يعمل مصممو النظم على ترجمة وتصميم المتطلبات والخطة أو البنية عالية المستوى لنظام التحكم المدمج وفقًا لمواصفات البرامج الفنية.
- مستشار تكنولوجيا المعلومات والاتصالات الخضراء / مستشارة تكنولوجيا المعلومات والاتصالات الخضراءESCO 2511.6
ينصح مستشارو تكنولوجيا المعلومات والاتصالات الخضراء المؤسسات بالإستراتيجية الخضراء لتكنولوجيا المعلومات والاتصالات وتنفيذها بالطريقة الأكثر فعالية وكفاءة للسماح للمؤسسة بالوصول إلى أهدافها على المدى القصير والمتوسط والطويل لتكنولوجيا المعلومات والاتصالات.
- عالم البيانات / عالمة البياناتESCO 2511.3
يقوم علماء البيانات بالبحث عن مصادر البيانات الغنية وتفسيرها وإدارة كميات كبيرة من البيانات ودمج مصادر البيانات وضمان اتساق مجموعات البيانات والتمثيل المرئي للمساعدة في فهم البيانات. إذ يبنون النماذج الرياضية باستخدام البيانات ويقدمون استنتاجات ورؤى بيانات التواصل إلى المتخصصين والعلماء في فريقهم، وإذا لزم الأمر، إلى جمهور غير خبير، ويوصون بطرق لتطبيق البيانات.
- مهندس معماري للشركات / مهندسة معمارية للشركاتESCO 2511.5
يعمل المهندسون المعماريون للشركات على موازنة الفرص التكنولوجية مع متطلبات الأعمال. كما أنهم يحافظون على رؤية شاملة لإستراتيجية الشركة وعملياتها ومعلوماتها وأصول تكنولوجيا المعلومات والاتصالات وربط مهمة الأعمال وإستراتيجيتها وعملياتها بإستراتيجية تكنولوجيا المعلومات والاتصالات.
- مصمم النظم الذكية لتكنولوجيا المعلومات والاتصالات / مصممة النظم الذكية لتكنولوجيا المعلومات والاتصالاتESCO 2511.10
يقوم مصممو النظم الذكية لتكنولوجيا المعلومات والاتصالات بتطبيق طرق الذكاء الاصطناعي في الهندسة والروبوتات وعلوم الحاسب الآلي لتصميم البرامج التي تحاكي الاستخبارات بما في ذلك نماذج التفكير والأنظمة المعرفية والمعتمدة على المعرفة وحل المشكلات واتخاذ القرار. كما أنهم يدمجون المعرفة المنظمة في أنظمة الحاسوب (الأبنية، قواعد المعرفة) من أجل حل المشكلات المعقدة التي تتطلب عادة مستوى عاليًا من الخبرة البشرية أو طرق استخبارات صناعية.
- مدير تحليل أعمال تكنولوجيا المعلومات والاتصالات / مديرة تحليل أعمال تكنولوجيا المعلومات والاتصالاتESCO 2511.7
يُحدّد مديرو تحليل أعمال تكنولوجيا المعلومات والاتصالات المجالات التي تحتاج إلى تغييرات في نظام المعلومات لدعم خطط العمل ومراقبة التأثير من حيث إدارة التغيير. ويساهمون في المتطلبات الوظيفية العامة لتكنولوجيا المعلومات والاتصالات الخاصة بمؤسسة الأعمال. كما يعملون على تحليل احتياجات الأعمال وترجمتها إلى حلول تكنولوجيا المعلومات والاتصالات.
- مستشار بحوث تكنولوجيا المعلومات والاتصالات / مستشارة بحوث تكنولوجيا المعلومات والاتصالاتESCO 2511.11
يقوم مستشارو بحوث تكنولوجيا المعلومات والاتصالات بإجراء أبحاث موجهة لتكنولوجيا المعلومات والاتصالات وتقديم تقرير نهائي للعميل. كما يستخدمون أدوات تكنولوجيا المعلومات والاتصالات لتصميم الاستبيانات المستخدمة في الدراسات الاستقصائية وتحليل النتائج وكتابة التقارير وتقديم النتائج وتقديم التوصيات استنادًا إلى نتائج البحث.
- محلل نظم تكنولوجيا المعلومات والاتصالات / محللة نظم تكنولوجيا المعلومات والاتصالاتESCO 2511.12
يُحدّد محللو أنظمة تكنولوجيا المعلومات والاتصالات احتياجات النظام لتلبية متطلبات المستخدم النهائي. ويقومون بتحليل وظائف النظام من أجل تحديد أهدافهم أو غاياتهم واستكشاف العمليات والإجراءات لإنجازها على نحو أكثر كفاءة. كما يقومون بتصميم حلول تقنية المعلومات الجديدة لتحسين كفاءة الأعمال والإنتاجية، وإنتاج الخطوط العريضة للتصميمات وتقدير تكاليف الأنظمة الجديدة، وتحديد العمليات التي سيُنفّذها النظام، وطريقة عرض البيانات من قِبل المستخدم النهائي. إذ إنهم يقدمون التصميمات للمستخدمين ويعملون عن كثب مع المستخدمين لتنفيذ الحل.
- مطور تكنولوجيا المعلومات والاتصالات / مطورة تكنولوجيا المعلومات والاتصالاتESCO 2511.14
يتولى مطورو تكنولوجيا المعلومات والاتصالات الحفاظ على أنظمة الدعم التنظيمي وتدقيقها وتحسينها. ويستخدمون التقنيات الحالية أو الجديدة لتلبية الاحتياجات الخاصة. ويختبرون مكونات نظام الأجهزة والبرامج ويعملون على تشخيص أعطال النظام وحلها.
- مستشار تكنولوجيا المعلومات والاتصالات / مستشارة تكنولوجيا المعلومات والاتصالاتESCO 2511.9
يقدم مستشارو تكنولوجيا المعلومات والاتصالات المشورة حول كيفية تحسين استخدام الأدوات والأنظمة الحالية، وتقديم توصيات لتطوير وتنفيذ مشروع تجاري أو حل تكنولوجي، والمساهمة في تعريفات المشروع. فهم يزيدون الوعي بشأن ابتكارات تكنولوجيا المعلومات وقيمتها المحتملة في مجال الأعمال. كما أنهم يُشاركون في تقييم واختيار حلول تكنولوجيا المعلومات والاتصالات.
- مستشار تكامل نظام تكنولوجيا المعلومات والاتصالات / مستشار تكامل نظام تكنولوجيا المعلومات والاتصالاتESCO 2511.15
ينصح مستشارو تكامل نظم تكنولوجيا المعلومات والاتصالات بإحضار نظم مختلفة للعمل داخل المؤسسة من أجل تمكين مشاركة البيانات وتقليل التكرار.
المصدر: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
الترخيص: CC BY 4.0 (EU Reuse Notice)
ESCO reuse terms and the modification notice are in Credits.
Shown in the original Korean. This dataset is published under KOGL Type 4, which prohibits derivative works including translation, so the text is reproduced unaltered.
- 컴퓨터시스템설계 및 분석가KNOW K000000856
Job outlook: 증가(17%) 현상유지(13%) 감소(70%)
Wages (10,000 KRW): lower(25%) 5.675K average(50%) 7.75K upper(25%) 9.65K
minacross 461 KNOW occupationsmaxJob satisfaction: 70.6
minacross 461 KNOW occupationsmaxDetails ▾▴
Duties
- -기업체, 대학교, 병원, 정부기관 등으로부터 시스템 구축 의뢰가 들어오면 새로운 시스템이 수행해야 할 기능과 특성, 데이터베이스 성격, 비용 등을 종합적으로 분석한다.
- -분석내용을 바탕으로 구축해야 할 하드웨어 및 소프트웨어, 소요기간 등을 산정하고 시스템 설계안을 기획한다.
- -시스템 설계 시 생산성을 극대화하기 위하여 고객의 요구사항을 체계적으로 반영하고, 컴퓨터프로그래머, 데이터베이스관리자, 컴퓨터보안전문가 등과 협의한다.
- -시스템 설계안에 제시된 기능이 제대로 구현되고, 일정에 맞춰 시스템 구축이 완료될 수 있도록 관리한다.
- -데이터베이스를 분석하고, 소프트웨어 튜닝을 실시하여 컴퓨터시스템의 환경을 최적화시킨다.
- -개발된 시스템이 안정적으로 운용되는지 시험하고 문제점이 발견되면 수정작업을 한다.
- -개발된 시스템을 운용하는 데 필요한 사용자 교육이나 기술평가를 하기도 한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
전산(97) · 기술 설계(96) · 논리적 분석(94) · 행동조정(93) · 기술 분석(93)
Knowledge
컴퓨터와 전자공학(94) · 통신(85) · 공학과 기술(82) · 영어(74) · 안전과 보안(70)
Work environment
재택근무(89) · 이메일 이용하기(89) · 다른 사람들을 조율하거나 이끌기(86) · 앉아서 근무(86) · 의사결정 권한(82)
Related occupations
정보통신컨설턴트 및 감리원
- 정보통신컨설턴트 및 감리원KNOW K000001085
Job outlook: 증가(13%) 현상유지(37%) 감소(50%)
Wages (10,000 KRW): lower(25%) 5.6K average(50%) 7.6K upper(25%) 10.25K
minacross 461 KNOW occupationsmaxJob satisfaction: 69.9
minacross 461 KNOW occupationsmaxDetails ▾▴
Duties
- -고객의 사업 비전과 부합되는 최적의 정보시스템을 구축함에 있어서 기술적, 운영적, 관리적 방안을 자문하고 제시한다.
- -데이터베이스 컨설턴트는 데이터베이스 시스템의 분석, 설계, 구축과 튜닝에 관련된 기술적 운영 관리적 측면에서의 컨설팅서비스를 제공한다.
- -네트워크 컨설턴트는 네트워크시스템의 분석, 설계, 구축과 운영 관리 등에 관한 기술적 운영 관리적 측면에서의 컨설팅서비스를 제공한다.
- -정보보안 컨설턴트는 인터넷으로부터의 정보보안에 관한 기술적 및 운영 관리적 측면에서의 컨설팅서비스를 제공한다.
- -웹컨설턴트는 웹과 관련된 다양한 기술과 마케팅 기법들에 대해 지식을 가지고, 기업이 웹을 이용하여 어떠한 업무를 하는 것이 적합한지에 대한 컨설팅부터 운영 중인 웹사이트의 문제점과 개선방향 등을 지적해주는 업무를 한다.
- -응용시스템 컨설턴트는 특정의 응용시스템(ERP, CRM 등)의 구축에 대한 컨설팅서비스를 전문으로 담당한다.
- -컴퓨터시스템감리전문가는 정보위험요소를 사전에 최소화 시키고, 정보시스템의 개발, 구축, 운영에 관한 사항을 점검하고 평가한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
전산(99) · 조직체계의 분석 및 평가(98) · 기술 설계(98) · 기술 분석(98) · 문제 해결(97)
Knowledge
컴퓨터와 전자공학(94) · 통신(88) · 공학과 기술(85) · 법(81) · 영어(77)
Work environment
연설, 발표, 회의하기(90) · 다른 사람과의 상호작용(88) · 이메일 이용하기(87) · 재택근무(87) · 외부 고객 대하기(87)
Related occupations
컴퓨터시스템설계 및 분석가
The KNOW occupations and KECO codes listed here were linked to this page's occupation by this site; this is not a correspondence defined by the Korea Employment Information Service or the Ministry of Employment and Labor.
Projected change: +7.9%
Median wage: $106K
Employment: 544K
Typical entry-level education: Bachelor's degree
BLS Employment Projections 2025–35 (SOC 15-1211 occupational group)
Details ▾▴
Employment: 2025 544K → 2035 587K
Median annual wage (exact): $105,850
BLS occupational group: Computer systems analysts